Classical Machine Learning Baselines for Deepfake Audio Detection on the Fake-or-Real Dataset
Fuente:
arXiv
Saved in:
| Main Authors: | Ahmad, Faheem, Ahmed, Ajan, Imtiaz, Masudul |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Descriptor:: Extended-Length Audio Dataset for Synthetic Voice Detection and Speaker Recognition (ELAD-SVDSR)
by: Vijaykumar, Rahul, et al.
Published: (2025)
by: Vijaykumar, Rahul, et al.
Published: (2025)
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments
by: Khondkar, Md Jahangir Alam, et al.
Published: (2025)
by: Khondkar, Md Jahangir Alam, et al.
Published: (2025)
IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detection
by: Kumar, Abhay, et al.
Published: (2025)
by: Kumar, Abhay, et al.
Published: (2025)
BanglaFake: Constructing and Evaluating a Specialized Bengali Deepfake Audio Dataset
by: Fahad, Istiaq Ahmed, et al.
Published: (2025)
by: Fahad, Istiaq Ahmed, et al.
Published: (2025)
EmoFake: An Initial Dataset for Emotion Fake Audio Detection
by: Zhao, Yan, et al.
Published: (2022)
by: Zhao, Yan, et al.
Published: (2022)
CodecFake+: A Large-Scale Neural Audio Codec-Based Deepfake Speech Dataset
by: Chen, Xuanjun, et al.
Published: (2025)
by: Chen, Xuanjun, et al.
Published: (2025)
Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages
by: Girish, et al.
Published: (2026)
by: Girish, et al.
Published: (2026)
FakeSound: Deepfake General Audio Detection
by: Xie, Zeyu, et al.
Published: (2024)
by: Xie, Zeyu, et al.
Published: (2024)
Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion Strategy
by: Xie, Yuankun, et al.
Published: (2024)
by: Xie, Yuankun, et al.
Published: (2024)
Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios
by: Shi, Haohan, et al.
Published: (2025)
by: Shi, Haohan, et al.
Published: (2025)
Audio Deepfake Detection at the First Greeting: "Hi!"
by: Shi, Haohan, et al.
Published: (2026)
by: Shi, Haohan, et al.
Published: (2026)
Generalizable Detection of Audio Deepfakes
by: Lopez, Jose A., et al.
Published: (2025)
by: Lopez, Jose A., et al.
Published: (2025)
Detection of Deepfake Environmental Audio
by: Ouajdi, Hafsa, et al.
Published: (2024)
by: Ouajdi, Hafsa, et al.
Published: (2024)
Continuous Learning of Transformer-based Audio Deepfake Detection
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)
SceneFake: An Initial Dataset and Benchmarks for Scene Fake Audio Detection
by: Yi, Jiangyan, et al.
Published: (2022)
by: Yi, Jiangyan, et al.
Published: (2022)
HCFD: A Benchmark for Audio Deepfake Detection in Healthcare
by: Akhtar, Mohd Mujtaba, et al.
Published: (2026)
by: Akhtar, Mohd Mujtaba, et al.
Published: (2026)
Audio Deepfake Verification
by: Wang, Li, et al.
Published: (2025)
by: Wang, Li, et al.
Published: (2025)
FakeMark: Deepfake Speech Attribution With Watermarked Artifacts
by: Ge, Wanying, et al.
Published: (2025)
by: Ge, Wanying, et al.
Published: (2025)
Generalized Fake Audio Detection via Deep Stable Learning
by: Wang, Zhiyong, et al.
Published: (2024)
by: Wang, Zhiyong, et al.
Published: (2024)
The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio
by: Xie, Yuankun, et al.
Published: (2024)
by: Xie, Yuankun, et al.
Published: (2024)
Cross-Domain Audio Deepfake Detection: Dataset and Analysis
by: Li, Yuang, et al.
Published: (2024)
by: Li, Yuang, et al.
Published: (2024)
EchoFake: A Replay-Aware Dataset for Practical Speech Deepfake Detection
by: Zhang, Tong, et al.
Published: (2025)
by: Zhang, Tong, et al.
Published: (2025)
Transferable Adversarial Attacks on Audio Deepfake Detection
by: Farooq, Muhammad Umar, et al.
Published: (2025)
by: Farooq, Muhammad Umar, et al.
Published: (2025)
DFADD: The Diffusion and Flow-Matching Based Audio Deepfake Dataset
by: Du, Jiawei, et al.
Published: (2024)
by: Du, Jiawei, et al.
Published: (2024)
Perturbed Public Voices (P$^{2}$V): A Dataset for Robust Audio Deepfake Detection
by: Gao, Chongyang, et al.
Published: (2025)
by: Gao, Chongyang, et al.
Published: (2025)
Multi-Granularity Adaptive Time-Frequency Attention Framework for Audio Deepfake Detection under Real-World Communication Degradations
by: Shi, Haohan, et al.
Published: (2025)
by: Shi, Haohan, et al.
Published: (2025)
TADA: Training-free Attribution and Out-of-Domain Detection of Audio Deepfakes
by: Stan, Adriana, et al.
Published: (2025)
by: Stan, Adriana, et al.
Published: (2025)
CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection
by: Zang, Yongyi, et al.
Published: (2024)
by: Zang, Yongyi, et al.
Published: (2024)
Multi-Speaker Conversational Audio Deepfake: Taxonomy, Dataset and Pilot Study
by: Ahmed, Alabi, et al.
Published: (2026)
by: Ahmed, Alabi, et al.
Published: (2026)
StreamMark: A Deep Learning-Based Semi-Fragile Audio Watermarking for Proactive Deepfake Detection
by: Liu, Zhentao, et al.
Published: (2026)
by: Liu, Zhentao, et al.
Published: (2026)
Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audio
by: Lu, Yi, et al.
Published: (2024)
by: Lu, Yi, et al.
Published: (2024)
SingFake: Singing Voice Deepfake Detection
by: Zang, Yongyi, et al.
Published: (2023)
by: Zang, Yongyi, et al.
Published: (2023)
Towards Robust Audio Deepfake Detection: A Evolving Benchmark for Continual Learning
by: Zhang, Xiaohui, et al.
Published: (2024)
by: Zhang, Xiaohui, et al.
Published: (2024)
CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems
by: Wu, Haibin, et al.
Published: (2024)
by: Wu, Haibin, et al.
Published: (2024)
XLSR-MamBo: Scaling the Hybrid Mamba-Attention Backbone for Audio Deepfake Detection
by: Ng, Kwok-Ho, et al.
Published: (2026)
by: Ng, Kwok-Ho, et al.
Published: (2026)
Audio Deepfake Detection with Self-Supervised WavLM and Multi-Fusion Attentive Classifier
by: Guo, Yinlin, et al.
Published: (2023)
by: Guo, Yinlin, et al.
Published: (2023)
Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection
by: Wang, Xiaopeng, et al.
Published: (2024)
by: Wang, Xiaopeng, et al.
Published: (2024)
SynHate: Detecting Hate Speech in Synthetic Deepfake Audio
by: Ranjan, Rishabh, et al.
Published: (2025)
by: Ranjan, Rishabh, et al.
Published: (2025)
ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild
by: Yi, Jiangyan, et al.
Published: (2024)
by: Yi, Jiangyan, et al.
Published: (2024)
SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods
by: Huang, Wen, et al.
Published: (2025)
by: Huang, Wen, et al.
Published: (2025)
Similar Items
-
Descriptor:: Extended-Length Audio Dataset for Synthetic Voice Detection and Speaker Recognition (ELAD-SVDSR)
by: Vijaykumar, Rahul, et al.
Published: (2025) -
A Comparative Evaluation of Deep Learning Models for Speech Enhancement in Real-World Noisy Environments
by: Khondkar, Md Jahangir Alam, et al.
Published: (2025) -
IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detection
by: Kumar, Abhay, et al.
Published: (2025) -
BanglaFake: Constructing and Evaluating a Specialized Bengali Deepfake Audio Dataset
by: Fahad, Istiaq Ahmed, et al.
Published: (2025) -
EmoFake: An Initial Dataset for Emotion Fake Audio Detection
by: Zhao, Yan, et al.
Published: (2022)